Optimization algorithms are mathematical techniques used to determine the best operational conditions. They can handle multiple variables and constraints, making them ideal for complex catalytic processes. Common algorithms include gradient descent, genetic algorithms, and simulated annealing. These algorithms help in maximizing yield, reducing energy consumption, and minimizing by-products.